Measuring AI search visibility is a nightmare because results are...

https://chancesexpertwords.wordpress.com/2026/05/04/the-four-dots-ai-visibility-stack-why-your-seo-score-is-actually-a-mirage/

Measuring AI search visibility is a nightmare because results are non-deterministic and fluctuate wildly due to geo-variability. Standard scrapers can’t keep up, so top agencies are building custom stacks